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Yeah I think people are really underestimating what LLMs can do even without specs.

As an example, I did an exploratory attempt to add custom software over some genuinely awful windows software for a scientific imaging station with a proprietary industrial camera. Five days later Claude and I had figured out how to USB-pcap sample images and it's operationalized and smoothly running for months now. 100% of the code written by Claude, it's all clean (reviewed it myself) pretty much all I did was unstuck it at a few places, "hey based on the file sizes it looks like the images are being sent as a 16-bit format")

For day to day work, I'll often identify a bug, "hey, when I shift click on this graphical component, it's not doing the right thing". I go tell Claude to write a RED (failing) integration test, then make it pass.

Zero lines of code manually written. Only occasionally do I have to intervene and rearchitect. Usually thus involves me writing about ten lines of scaffold code, explaining the architectural concept, and telling it to just go



People both underestimate and overestimate what LLMs can do. LLMs have shown very different results when autonomously writing a small program for personal use and autonomously writing production software that needs to be evolved for years.




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